Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 2391 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 380.7 KiB |
| Average record size in memory | 163.1 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 1 |
AllCallsUnder4min is highly correlated with EMSResponseUnder4min | High correlation |
EMSResponseUnder4min is highly correlated with AllCallsUnder4min | High correlation |
Alarm Date has unique values | Unique |
Fire_Count has 564 (23.6%) zeros | Zeros |
FireResponseUnder4min has 902 (37.7%) zeros | Zeros |
FireResponseUnder4minPercent has 902 (37.7%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-12 23:37:29.170769 |
|---|---|
| Analysis finished | 2020-12-12 23:37:40.724210 |
| Duration | 11.55 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 2391 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 18.8 KiB |
| 09/16/2013 | 1 |
|---|---|
| 12/28/2012 | 1 |
| 06/23/2015 | 1 |
| 10/29/2016 | 1 |
| 08/30/2013 | 1 |
| Other values (2386) |
| Value | Count | Frequency (%) | |
| 09/16/2013 | 1 | < 0.1% | |
| 12/28/2012 | 1 | < 0.1% | |
| 06/23/2015 | 1 | < 0.1% | |
| 10/29/2016 | 1 | < 0.1% | |
| 08/30/2013 | 1 | < 0.1% | |
| 03/18/2014 | 1 | < 0.1% | |
| 11/29/2016 | 1 | < 0.1% | |
| 05/04/2014 | 1 | < 0.1% | |
| 03/28/2018 | 1 | < 0.1% | |
| 08/12/2015 | 1 | < 0.1% | |
| 12/19/2017 | 1 | < 0.1% | |
| 08/19/2012 | 1 | < 0.1% | |
| 05/10/2015 | 1 | < 0.1% | |
| 12/20/2017 | 1 | < 0.1% | |
| 03/30/2013 | 1 | < 0.1% | |
| 07/04/2014 | 1 | < 0.1% | |
| 02/14/2012 | 1 | < 0.1% | |
| 03/10/2018 | 1 | < 0.1% | |
| 09/24/2015 | 1 | < 0.1% | |
| 09/01/2013 | 1 | < 0.1% | |
| 09/16/2015 | 1 | < 0.1% | |
| 01/18/2016 | 1 | < 0.1% | |
| 01/16/2014 | 1 | < 0.1% | |
| 12/28/2017 | 1 | < 0.1% | |
| 04/22/2016 | 1 | < 0.1% | |
| Other values (2366) | 2366 | 99.0% |
Unique
| Unique | 2391 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 5355 | 22.4% | |
| / | 4782 | 20.0% | |
| 1 | 4410 | 18.4% | |
| 2 | 4152 | 17.4% | |
| 3 | 934 | 3.9% | |
| 5 | 818 | 3.4% | |
| 6 | 812 | 3.4% | |
| 4 | 811 | 3.4% | |
| 7 | 805 | 3.4% | |
| 8 | 621 | 2.6% | |
| 9 | 410 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 19128 | 80.0% | |
| Other Punctuation | 4782 | 20.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 5355 | 28.0% | |
| 1 | 4410 | 23.1% | |
| 2 | 4152 | 21.7% | |
| 3 | 934 | 4.9% | |
| 5 | 818 | 4.3% | |
| 6 | 812 | 4.2% | |
| 4 | 811 | 4.2% | |
| 7 | 805 | 4.2% | |
| 8 | 621 | 3.2% | |
| 9 | 410 | 2.1% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| / | 4782 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23910 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 5355 | 22.4% | |
| / | 4782 | 20.0% | |
| 1 | 4410 | 18.4% | |
| 2 | 4152 | 17.4% | |
| 3 | 934 | 3.9% | |
| 5 | 818 | 3.4% | |
| 6 | 812 | 3.4% | |
| 4 | 811 | 3.4% | |
| 7 | 805 | 3.4% | |
| 8 | 621 | 2.6% | |
| 9 | 410 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23910 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 5355 | 22.4% | |
| / | 4782 | 20.0% | |
| 1 | 4410 | 18.4% | |
| 2 | 4152 | 17.4% | |
| 3 | 934 | 3.9% | |
| 5 | 818 | 3.4% | |
| 6 | 812 | 3.4% | |
| 4 | 811 | 3.4% | |
| 7 | 805 | 3.4% | |
| 8 | 621 | 2.6% | |
| 9 | 410 | 1.7% |
Total Calls
Real number (ℝ≥0)
| Distinct | 85 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.67837725 |
|---|---|
| Minimum | 35 |
| Maximum | 154 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 59 |
| median | 67 |
| Q3 | 78 |
| 95-th percentile | 93 |
| Maximum | 154 |
| Range | 119 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.01627375 |
|---|---|
| Coefficient of variation (CV) | 0.2040856862 |
| Kurtosis | 0.8023960406 |
| Mean | 68.67837725 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.5944399929 |
| Sum | 164210 |
| Variance | 196.4559298 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 62 | 80 | 3.3% | |
| 64 | 76 | 3.2% | |
| 60 | 76 | 3.2% | |
| 66 | 73 | 3.1% | |
| 61 | 72 | 3.0% | |
| 65 | 72 | 3.0% | |
| 67 | 71 | 3.0% | |
| 69 | 70 | 2.9% | |
| 59 | 66 | 2.8% | |
| 68 | 64 | 2.7% | |
| 71 | 62 | 2.6% | |
| 56 | 61 | 2.6% | |
| 73 | 60 | 2.5% | |
| 54 | 59 | 2.5% | |
| 63 | 58 | 2.4% | |
| 55 | 58 | 2.4% | |
| 72 | 56 | 2.3% | |
| 79 | 54 | 2.3% | |
| 74 | 53 | 2.2% | |
| 77 | 52 | 2.2% | |
| 57 | 52 | 2.2% | |
| 58 | 49 | 2.0% | |
| 76 | 49 | 2.0% | |
| 52 | 46 | 1.9% | |
| 70 | 46 | 1.9% | |
| Other values (60) | 856 | 35.8% |
| Value | Count | Frequency (%) | |
| 35 | 2 | 0.1% | |
| 36 | 2 | 0.1% | |
| 37 | 3 | 0.1% | |
| 39 | 2 | 0.1% | |
| 40 | 8 | 0.3% | |
| 41 | 6 | 0.3% | |
| 42 | 9 | 0.4% | |
| 43 | 7 | 0.3% | |
| 44 | 13 | 0.5% | |
| 45 | 15 | 0.6% |
| Value | Count | Frequency (%) | |
| 154 | 1 | < 0.1% | |
| 126 | 1 | < 0.1% | |
| 125 | 1 | < 0.1% | |
| 123 | 1 | < 0.1% | |
| 118 | 2 | 0.1% | |
| 117 | 1 | < 0.1% | |
| 116 | 2 | 0.1% | |
| 114 | 3 | 0.1% | |
| 112 | 3 | 0.1% | |
| 111 | 3 | 0.1% |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.757841907 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 564 |
| Zeros (%) | 23.6% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.666905341 |
|---|---|
| Coefficient of variation (CV) | 0.9482680634 |
| Kurtosis | 5.031737514 |
| Mean | 1.757841907 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.622135073 |
| Sum | 4203 |
| Variance | 2.778573416 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 690 | 28.9% | |
| 0 | 564 | 23.6% | |
| 2 | 517 | 21.6% | |
| 3 | 307 | 12.8% | |
| 4 | 172 | 7.2% | |
| 5 | 67 | 2.8% | |
| 6 | 32 | 1.3% | |
| 7 | 19 | 0.8% | |
| 8 | 13 | 0.5% | |
| 9 | 4 | 0.2% | |
| 10 | 3 | 0.1% | |
| 15 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 564 | 23.6% | |
| 1 | 690 | 28.9% | |
| 2 | 517 | 21.6% | |
| 3 | 307 | 12.8% | |
| 4 | 172 | 7.2% | |
| 5 | 67 | 2.8% | |
| 6 | 32 | 1.3% | |
| 7 | 19 | 0.8% | |
| 8 | 13 | 0.5% | |
| 9 | 4 | 0.2% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 3 | 0.1% | |
| 9 | 4 | 0.2% | |
| 8 | 13 | 0.5% | |
| 7 | 19 | 0.8% | |
| 6 | 32 | 1.3% | |
| 5 | 67 | 2.8% | |
| 4 | 172 | 7.2% |
EMS_Count
Real number (ℝ≥0)
| Distinct | 64 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.72354663 |
|---|---|
| Minimum | 21 |
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 33.5 |
| Q1 | 41 |
| median | 48 |
| Q3 | 55 |
| 95-th percentile | 67 |
| Maximum | 85 |
| Range | 64 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.23077367 |
|---|---|
| Coefficient of variation (CV) | 0.2099759639 |
| Kurtosis | -0.003072508756 |
| Mean | 48.72354663 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.3608575704 |
| Sum | 116498 |
| Variance | 104.6687298 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 45 | 105 | 4.4% | |
| 44 | 103 | 4.3% | |
| 40 | 98 | 4.1% | |
| 50 | 96 | 4.0% | |
| 48 | 95 | 4.0% | |
| 42 | 93 | 3.9% | |
| 46 | 93 | 3.9% | |
| 47 | 90 | 3.8% | |
| 54 | 81 | 3.4% | |
| 39 | 80 | 3.3% | |
| 53 | 79 | 3.3% | |
| 43 | 78 | 3.3% | |
| 41 | 76 | 3.2% | |
| 51 | 73 | 3.1% | |
| 49 | 72 | 3.0% | |
| 56 | 70 | 2.9% | |
| 52 | 67 | 2.8% | |
| 55 | 65 | 2.7% | |
| 38 | 57 | 2.4% | |
| 58 | 55 | 2.3% | |
| 59 | 51 | 2.1% | |
| 37 | 50 | 2.1% | |
| 57 | 49 | 2.0% | |
| 35 | 47 | 2.0% | |
| 61 | 47 | 2.0% | |
| Other values (39) | 521 | 21.8% |
| Value | Count | Frequency (%) | |
| 21 | 2 | 0.1% | |
| 22 | 3 | 0.1% | |
| 23 | 1 | < 0.1% | |
| 24 | 2 | 0.1% | |
| 25 | 2 | 0.1% | |
| 26 | 8 | 0.3% | |
| 27 | 7 | 0.3% | |
| 28 | 9 | 0.4% | |
| 29 | 9 | 0.4% | |
| 30 | 10 | 0.4% |
| Value | Count | Frequency (%) | |
| 85 | 1 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 83 | 2 | 0.1% | |
| 82 | 2 | 0.1% | |
| 81 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% | |
| 78 | 5 | 0.2% | |
| 77 | 5 | 0.2% | |
| 75 | 3 | 0.1% |
Other_Count
Real number (ℝ≥0)
| Distinct | 53 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.195734 |
|---|---|
| Minimum | 1 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 14 |
| median | 17 |
| Q3 | 21 |
| 95-th percentile | 29 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.853041852 |
|---|---|
| Coefficient of variation (CV) | 0.3766290413 |
| Kurtosis | 14.4008765 |
| Mean | 18.195734 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.144269731 |
| Sum | 43506 |
| Variance | 46.96418263 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 18 | 174 | 7.3% | |
| 16 | 167 | 7.0% | |
| 14 | 160 | 6.7% | |
| 15 | 153 | 6.4% | |
| 20 | 152 | 6.4% | |
| 19 | 149 | 6.2% | |
| 17 | 147 | 6.1% | |
| 13 | 137 | 5.7% | |
| 21 | 130 | 5.4% | |
| 12 | 118 | 4.9% | |
| 11 | 115 | 4.8% | |
| 22 | 87 | 3.6% | |
| 23 | 81 | 3.4% | |
| 10 | 74 | 3.1% | |
| 24 | 67 | 2.8% | |
| 26 | 67 | 2.8% | |
| 25 | 67 | 2.8% | |
| 9 | 59 | 2.5% | |
| 27 | 46 | 1.9% | |
| 28 | 35 | 1.5% | |
| 8 | 31 | 1.3% | |
| 30 | 22 | 0.9% | |
| 29 | 22 | 0.9% | |
| 32 | 19 | 0.8% | |
| 7 | 18 | 0.8% | |
| Other values (28) | 94 | 3.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 17 | 0.7% | |
| 7 | 18 | 0.8% | |
| 8 | 31 | 1.3% | |
| 9 | 59 | 2.5% | |
| 10 | 74 | 3.1% | |
| 11 | 115 | 4.8% | |
| 12 | 118 | 4.9% |
| Value | Count | Frequency (%) | |
| 100 | 1 | < 0.1% | |
| 76 | 1 | < 0.1% | |
| 66 | 1 | < 0.1% | |
| 63 | 1 | < 0.1% | |
| 59 | 1 | < 0.1% | |
| 56 | 2 | 0.1% | |
| 53 | 1 | < 0.1% | |
| 52 | 2 | 0.1% | |
| 51 | 2 | 0.1% | |
| 49 | 2 | 0.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.107904642 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 902 |
| Zeros (%) | 37.7% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.203231458 |
|---|---|
| Coefficient of variation (CV) | 1.086042437 |
| Kurtosis | 3.490975994 |
| Mean | 1.107904642 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.463714558 |
| Sum | 2649 |
| Variance | 1.447765942 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 902 | 37.7% | |
| 1 | 775 | 32.4% | |
| 2 | 430 | 18.0% | |
| 3 | 184 | 7.7% | |
| 4 | 62 | 2.6% | |
| 5 | 25 | 1.0% | |
| 6 | 7 | 0.3% | |
| 7 | 3 | 0.1% | |
| 8 | 2 | 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 902 | 37.7% | |
| 1 | 775 | 32.4% | |
| 2 | 430 | 18.0% | |
| 3 | 184 | 7.7% | |
| 4 | 62 | 2.6% | |
| 5 | 25 | 1.0% | |
| 6 | 7 | 0.3% | |
| 7 | 3 | 0.1% | |
| 8 | 2 | 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 8 | 2 | 0.1% | |
| 7 | 3 | 0.1% | |
| 6 | 7 | 0.3% | |
| 5 | 25 | 1.0% | |
| 4 | 62 | 2.6% | |
| 3 | 184 | 7.7% | |
| 2 | 430 | 18.0% | |
| 1 | 775 | 32.4% | |
| 0 | 902 | 37.7% |
| Distinct | 54 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.56712673 |
|---|---|
| Minimum | 7 |
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 25 |
| median | 31 |
| Q3 | 37 |
| 95-th percentile | 47 |
| Maximum | 68 |
| Range | 61 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.596218303 |
|---|---|
| Coefficient of variation (CV) | 0.2723155128 |
| Kurtosis | 0.2533618732 |
| Mean | 31.56712673 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4689070682 |
| Sum | 75477 |
| Variance | 73.8949691 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 27 | 124 | 5.2% | |
| 31 | 120 | 5.0% | |
| 28 | 118 | 4.9% | |
| 30 | 115 | 4.8% | |
| 29 | 111 | 4.6% | |
| 32 | 109 | 4.6% | |
| 33 | 109 | 4.6% | |
| 24 | 106 | 4.4% | |
| 35 | 100 | 4.2% | |
| 26 | 94 | 3.9% | |
| 25 | 92 | 3.8% | |
| 34 | 87 | 3.6% | |
| 22 | 85 | 3.6% | |
| 23 | 80 | 3.3% | |
| 37 | 80 | 3.3% | |
| 41 | 72 | 3.0% | |
| 38 | 66 | 2.8% | |
| 36 | 65 | 2.7% | |
| 39 | 62 | 2.6% | |
| 40 | 54 | 2.3% | |
| 21 | 51 | 2.1% | |
| 42 | 47 | 2.0% | |
| 20 | 44 | 1.8% | |
| 19 | 37 | 1.5% | |
| 43 | 36 | 1.5% | |
| Other values (29) | 327 | 13.7% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 11 | 6 | 0.3% | |
| 12 | 3 | 0.1% | |
| 13 | 8 | 0.3% | |
| 14 | 2 | 0.1% | |
| 15 | 19 | 0.8% | |
| 16 | 18 | 0.8% | |
| 17 | 21 | 0.9% | |
| 18 | 28 | 1.2% |
| Value | Count | Frequency (%) | |
| 68 | 1 | < 0.1% | |
| 67 | 1 | < 0.1% | |
| 62 | 1 | < 0.1% | |
| 61 | 1 | < 0.1% | |
| 59 | 2 | 0.1% | |
| 58 | 2 | 0.1% | |
| 57 | 5 | 0.2% | |
| 56 | 5 | 0.2% | |
| 54 | 13 | 0.5% | |
| 53 | 9 | 0.4% |
OtherResponseUnder4min
Real number (ℝ≥0)
| Distinct | 30 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.77457131 |
|---|---|
| Minimum | 0 |
| Maximum | 55 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 10 |
| Q3 | 13 |
| 95-th percentile | 19 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.502602406 |
|---|---|
| Coefficient of variation (CV) | 0.4178915594 |
| Kurtosis | 4.12159444 |
| Mean | 10.77457131 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.010663545 |
| Sum | 25762 |
| Variance | 20.27342842 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11 | 224 | 9.4% | |
| 8 | 222 | 9.3% | |
| 9 | 218 | 9.1% | |
| 10 | 216 | 9.0% | |
| 7 | 210 | 8.8% | |
| 12 | 194 | 8.1% | |
| 6 | 159 | 6.6% | |
| 13 | 149 | 6.2% | |
| 14 | 144 | 6.0% | |
| 15 | 104 | 4.3% | |
| 5 | 98 | 4.1% | |
| 16 | 80 | 3.3% | |
| 4 | 73 | 3.1% | |
| 17 | 54 | 2.3% | |
| 18 | 54 | 2.3% | |
| 19 | 42 | 1.8% | |
| 20 | 30 | 1.3% | |
| 3 | 27 | 1.1% | |
| 21 | 22 | 0.9% | |
| 22 | 18 | 0.8% | |
| 2 | 15 | 0.6% | |
| 23 | 13 | 0.5% | |
| 25 | 7 | 0.3% | |
| 24 | 6 | 0.3% | |
| 1 | 4 | 0.2% | |
| Other values (5) | 8 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 1 | 4 | 0.2% | |
| 2 | 15 | 0.6% | |
| 3 | 27 | 1.1% | |
| 4 | 73 | 3.1% | |
| 5 | 98 | 4.1% | |
| 6 | 159 | 6.6% | |
| 7 | 210 | 8.8% | |
| 8 | 222 | 9.3% | |
| 9 | 218 | 9.1% |
| Value | Count | Frequency (%) | |
| 55 | 1 | < 0.1% | |
| 32 | 1 | < 0.1% | |
| 27 | 3 | 0.1% | |
| 26 | 1 | < 0.1% | |
| 25 | 7 | 0.3% | |
| 24 | 6 | 0.3% | |
| 23 | 13 | 0.5% | |
| 22 | 18 | 0.8% | |
| 21 | 22 | 0.9% | |
| 20 | 30 | 1.3% |
| Distinct | 69 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.45043915 |
|---|---|
| Minimum | 9 |
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 27.5 |
| Q1 | 36 |
| median | 42 |
| Q3 | 50 |
| 95-th percentile | 64 |
| Maximum | 93 |
| Range | 84 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.06681641 |
|---|---|
| Coefficient of variation (CV) | 0.2546997598 |
| Kurtosis | 0.4871342094 |
| Mean | 43.45043915 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.590323627 |
| Sum | 103890 |
| Variance | 122.4744255 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 37 | 97 | 4.1% | |
| 35 | 95 | 4.0% | |
| 38 | 92 | 3.8% | |
| 40 | 92 | 3.8% | |
| 39 | 92 | 3.8% | |
| 44 | 91 | 3.8% | |
| 41 | 89 | 3.7% | |
| 42 | 88 | 3.7% | |
| 45 | 86 | 3.6% | |
| 46 | 85 | 3.6% | |
| 36 | 84 | 3.5% | |
| 43 | 83 | 3.5% | |
| 34 | 76 | 3.2% | |
| 33 | 68 | 2.8% | |
| 49 | 68 | 2.8% | |
| 48 | 68 | 2.8% | |
| 47 | 66 | 2.8% | |
| 50 | 62 | 2.6% | |
| 32 | 54 | 2.3% | |
| 53 | 52 | 2.2% | |
| 30 | 51 | 2.1% | |
| 31 | 50 | 2.1% | |
| 51 | 47 | 2.0% | |
| 54 | 44 | 1.8% | |
| 57 | 43 | 1.8% | |
| Other values (44) | 568 | 23.8% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 18 | 1 | < 0.1% | |
| 19 | 5 | 0.2% | |
| 20 | 7 | 0.3% | |
| 21 | 4 | 0.2% | |
| 22 | 13 | 0.5% | |
| 23 | 10 | 0.4% | |
| 24 | 13 | 0.5% | |
| 25 | 17 | 0.7% |
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 1 | < 0.1% | |
| 83 | 1 | < 0.1% | |
| 80 | 2 | 0.1% | |
| 79 | 1 | < 0.1% | |
| 78 | 4 | 0.2% | |
| 77 | 2 | 0.1% | |
| 76 | 5 | 0.2% | |
| 75 | 1 | < 0.1% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.18695107 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 902 |
| Zeros (%) | 37.7% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 50 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 43.12985857 |
|---|---|
| Coefficient of variation (CV) | 0.8768557032 |
| Kurtosis | -1.697145757 |
| Mean | 49.18695107 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 0.003197124039 |
| Sum | 117606 |
| Variance | 1860.1847 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 902 | 37.7% | |
| 100 | 809 | 33.8% | |
| 50 | 277 | 11.6% | |
| 67 | 139 | 5.8% | |
| 33 | 71 | 3.0% | |
| 75 | 66 | 2.8% | |
| 25 | 26 | 1.1% | |
| 60 | 18 | 0.8% | |
| 80 | 17 | 0.7% | |
| 40 | 16 | 0.7% | |
| 20 | 8 | 0.3% | |
| 71 | 8 | 0.3% | |
| 57 | 5 | 0.2% | |
| 62 | 4 | 0.2% | |
| 17 | 4 | 0.2% | |
| 83 | 4 | 0.2% | |
| 12 | 2 | 0.1% | |
| 88 | 2 | 0.1% | |
| 86 | 2 | 0.1% | |
| 29 | 2 | 0.1% | |
| 43 | 2 | 0.1% | |
| 70 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 44 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| Other values (3) | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 902 | 37.7% | |
| 12 | 2 | 0.1% | |
| 17 | 4 | 0.2% | |
| 20 | 8 | 0.3% | |
| 22 | 1 | < 0.1% | |
| 25 | 26 | 1.1% | |
| 27 | 1 | < 0.1% | |
| 29 | 2 | 0.1% | |
| 33 | 71 | 3.0% | |
| 38 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 809 | 33.8% | |
| 89 | 1 | < 0.1% | |
| 88 | 2 | 0.1% | |
| 86 | 2 | 0.1% | |
| 83 | 4 | 0.2% | |
| 80 | 17 | 0.7% | |
| 75 | 66 | 2.8% | |
| 71 | 8 | 0.3% | |
| 70 | 1 | < 0.1% | |
| 67 | 139 | 5.8% |
EMSResponseUnder4minPercent
Real number (ℝ≥0)
| Distinct | 62 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.53910498 |
|---|---|
| Minimum | 13 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 59 |
| median | 65 |
| Q3 | 71 |
| 95-th percentile | 79 |
| Maximum | 90 |
| Range | 77 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.423288468 |
|---|---|
| Coefficient of variation (CV) | 0.1460089735 |
| Kurtosis | 0.8059335879 |
| Mean | 64.53910498 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.4552762755 |
| Sum | 154313 |
| Variance | 88.79836556 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 65 | 125 | 5.2% | |
| 62 | 116 | 4.9% | |
| 67 | 112 | 4.7% | |
| 64 | 107 | 4.5% | |
| 68 | 106 | 4.4% | |
| 61 | 102 | 4.3% | |
| 69 | 101 | 4.2% | |
| 70 | 95 | 4.0% | |
| 66 | 93 | 3.9% | |
| 71 | 83 | 3.5% | |
| 60 | 82 | 3.4% | |
| 59 | 75 | 3.1% | |
| 63 | 73 | 3.1% | |
| 57 | 73 | 3.1% | |
| 74 | 70 | 2.9% | |
| 72 | 69 | 2.9% | |
| 73 | 66 | 2.8% | |
| 76 | 66 | 2.8% | |
| 58 | 64 | 2.7% | |
| 56 | 56 | 2.3% | |
| 75 | 52 | 2.2% | |
| 55 | 50 | 2.1% | |
| 53 | 46 | 1.9% | |
| 54 | 44 | 1.8% | |
| 78 | 43 | 1.8% | |
| Other values (37) | 422 | 17.6% |
| Value | Count | Frequency (%) | |
| 13 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 28 | 2 | 0.1% | |
| 29 | 1 | < 0.1% | |
| 31 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 35 | 3 | 0.1% | |
| 36 | 4 | 0.2% |
| Value | Count | Frequency (%) | |
| 90 | 1 | < 0.1% | |
| 89 | 3 | 0.1% | |
| 88 | 5 | 0.2% | |
| 86 | 3 | 0.1% | |
| 85 | 7 | 0.3% | |
| 84 | 7 | 0.3% | |
| 83 | 10 | 0.4% | |
| 82 | 20 | 0.8% | |
| 81 | 14 | 0.6% | |
| 80 | 34 | 1.4% |
OtherResponseUnder4minPercent
Real number (ℝ≥0)
| Distinct | 85 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.47093266 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 50 |
| median | 60 |
| Q3 | 69 |
| 95-th percentile | 82 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.24078253 |
|---|---|
| Coefficient of variation (CV) | 0.2394578643 |
| Kurtosis | 0.2154989153 |
| Mean | 59.47093266 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.2514220389 |
| Sum | 142195 |
| Variance | 202.799887 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 67 | 140 | 5.9% | |
| 50 | 133 | 5.6% | |
| 62 | 95 | 4.0% | |
| 56 | 86 | 3.6% | |
| 57 | 81 | 3.4% | |
| 64 | 80 | 3.3% | |
| 60 | 72 | 3.0% | |
| 55 | 72 | 3.0% | |
| 58 | 67 | 2.8% | |
| 65 | 67 | 2.8% | |
| 53 | 66 | 2.8% | |
| 71 | 66 | 2.8% | |
| 69 | 65 | 2.7% | |
| 75 | 64 | 2.7% | |
| 70 | 59 | 2.5% | |
| 44 | 59 | 2.5% | |
| 73 | 58 | 2.4% | |
| 47 | 52 | 2.2% | |
| 54 | 51 | 2.1% | |
| 61 | 50 | 2.1% | |
| 59 | 41 | 1.7% | |
| 52 | 41 | 1.7% | |
| 63 | 39 | 1.6% | |
| 40 | 38 | 1.6% | |
| 68 | 37 | 1.5% | |
| Other values (60) | 712 | 29.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 8 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 14 | 2 | 0.1% | |
| 15 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 18 | 2 | 0.1% | |
| 19 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 7 | 0.3% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 7 | 0.3% | |
| 91 | 3 | 0.1% | |
| 90 | 8 | 0.3% | |
| 89 | 9 | 0.4% | |
| 88 | 8 | 0.3% | |
| 87 | 8 | 0.3% |
AllCallsUnder4minPercent
Real number (ℝ≥0)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.1384358 |
|---|---|
| Minimum | 18 |
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 18.8 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 58 |
| median | 64 |
| Q3 | 69 |
| 95-th percentile | 76 |
| Maximum | 89 |
| Range | 71 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.479736559 |
|---|---|
| Coefficient of variation (CV) | 0.1343038745 |
| Kurtosis | 1.048705914 |
| Mean | 63.1384358 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.4876435979 |
| Sum | 150964 |
| Variance | 71.90593211 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 65 | 132 | 5.5% | |
| 62 | 129 | 5.4% | |
| 67 | 126 | 5.3% | |
| 64 | 117 | 4.9% | |
| 68 | 112 | 4.7% | |
| 66 | 110 | 4.6% | |
| 59 | 103 | 4.3% | |
| 61 | 102 | 4.3% | |
| 63 | 100 | 4.2% | |
| 60 | 95 | 4.0% | |
| 70 | 94 | 3.9% | |
| 58 | 92 | 3.8% | |
| 69 | 90 | 3.8% | |
| 56 | 78 | 3.3% | |
| 71 | 77 | 3.2% | |
| 57 | 75 | 3.1% | |
| 72 | 65 | 2.7% | |
| 55 | 65 | 2.7% | |
| 54 | 53 | 2.2% | |
| 74 | 49 | 2.0% | |
| 73 | 49 | 2.0% | |
| 75 | 44 | 1.8% | |
| 77 | 39 | 1.6% | |
| 52 | 39 | 1.6% | |
| 53 | 35 | 1.5% | |
| Other values (34) | 321 | 13.4% |
| Value | Count | Frequency (%) | |
| 18 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 31 | 1 | < 0.1% | |
| 32 | 2 | 0.1% | |
| 35 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 89 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 85 | 3 | 0.1% | |
| 83 | 7 | 0.3% | |
| 82 | 5 | 0.2% | |
| 81 | 9 | 0.4% | |
| 80 | 15 | 0.6% | |
| 79 | 19 | 0.8% | |
| 78 | 19 | 0.8% | |
| 77 | 39 | 1.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Alarm Date | Total Calls | Fire_Count | EMS_Count | Other_Count | FireResponseUnder4min | EMSResponseUnder4min | OtherResponseUnder4min | AllCallsUnder4min | FireResponseUnder4minPercent | EMSResponseUnder4minPercent | OtherResponseUnder4minPercent | AllCallsUnder4minPercent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 08/11/2014 | 65 | 4 | 40 | 21 | 4 | 25 | 18 | 47 | 100 | 62 | 86 | 72 |
| 1 | 03/23/2013 | 69 | 1 | 55 | 13 | 0 | 41 | 6 | 47 | 0 | 75 | 46 | 68 |
| 2 | 12/13/2014 | 51 | 0 | 38 | 13 | 0 | 23 | 6 | 29 | 0 | 61 | 46 | 57 |
| 3 | 04/19/2014 | 55 | 3 | 39 | 13 | 0 | 31 | 5 | 36 | 0 | 79 | 38 | 65 |
| 4 | 09/23/2012 | 46 | 2 | 33 | 11 | 1 | 26 | 10 | 37 | 50 | 79 | 91 | 80 |
| 5 | 01/20/2012 | 73 | 2 | 49 | 22 | 1 | 24 | 11 | 36 | 50 | 49 | 50 | 49 |
| 6 | 07/13/2015 | 79 | 2 | 50 | 27 | 1 | 33 | 18 | 52 | 50 | 66 | 67 | 66 |
| 7 | 09/28/2014 | 62 | 3 | 43 | 16 | 3 | 25 | 10 | 38 | 100 | 58 | 62 | 61 |
| 8 | 02/27/2013 | 42 | 1 | 35 | 6 | 1 | 20 | 4 | 25 | 100 | 57 | 67 | 60 |
| 9 | 08/07/2012 | 54 | 1 | 48 | 5 | 0 | 33 | 2 | 35 | 0 | 69 | 40 | 65 |
Last rows
| Alarm Date | Total Calls | Fire_Count | EMS_Count | Other_Count | FireResponseUnder4min | EMSResponseUnder4min | OtherResponseUnder4min | AllCallsUnder4min | FireResponseUnder4minPercent | EMSResponseUnder4minPercent | OtherResponseUnder4minPercent | AllCallsUnder4minPercent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2381 | 07/08/2018 | 66 | 0 | 47 | 19 | 0 | 39 | 15 | 54 | 0 | 83 | 79 | 82 |
| 2382 | 07/13/2018 | 101 | 2 | 78 | 21 | 2 | 62 | 16 | 80 | 100 | 79 | 76 | 79 |
| 2383 | 05/29/2018 | 81 | 2 | 59 | 20 | 1 | 46 | 11 | 58 | 50 | 78 | 55 | 72 |
| 2384 | 07/15/2018 | 85 | 2 | 63 | 20 | 1 | 44 | 17 | 62 | 50 | 70 | 85 | 73 |
| 2385 | 06/18/2018 | 112 | 4 | 77 | 31 | 3 | 61 | 26 | 90 | 75 | 79 | 84 | 80 |
| 2386 | 07/12/2018 | 96 | 4 | 69 | 23 | 2 | 49 | 17 | 68 | 50 | 71 | 74 | 71 |
| 2387 | 07/16/2018 | 87 | 3 | 48 | 36 | 3 | 34 | 23 | 60 | 100 | 71 | 64 | 69 |
| 2388 | 07/18/2018 | 91 | 3 | 63 | 25 | 1 | 43 | 18 | 62 | 33 | 68 | 72 | 68 |
| 2389 | 07/17/2018 | 125 | 2 | 71 | 52 | 1 | 49 | 27 | 77 | 50 | 69 | 52 | 62 |
| 2390 | 07/14/2018 | 92 | 3 | 57 | 32 | 2 | 38 | 24 | 64 | 67 | 67 | 75 | 70 |